{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os, sys\n",
    "# os.environ['TF_FORCE_GPU_ALLOW_GROWTH'] = 'true'\n",
    "os.environ['CUDA_VISIBLE_DEVICES'] = '1'\n",
    "import tensorflow as tf\n",
    "tf.compat.v1.enable_eager_execution()\n",
    "\n",
    "import numpy as np\n",
    "import imageio\n",
    "import json\n",
    "import random\n",
    "import time\n",
    "import pprint\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import run_nerf\n",
    "\n",
    "from load_llff import load_llff_data\n",
    "from load_deepvoxels import load_dv_data\n",
    "from load_blender import load_blender_data\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Args:\n",
      "datadir = ./data/nerf_llff_data/fern\n",
      "dataset_type = llff\n",
      "factor = 4\n",
      "\n",
      "no_batching = False\n",
      "i_embed = 0\n",
      "N_samples = 64\n",
      "N_importance = 128\n",
      "use_viewdirs = True\n",
      "lrate_decay = 250\n",
      "\n",
      "llffhold = 8\n",
      "\n",
      "N_rand = 4096\n",
      "loaded args\n",
      "Loaded image data (756, 1008, 3, 20) [ 756.         1008.          815.13158322]\n",
      "Loaded ./data/nerf_llff_data/fern 16.985296178676084 80.00209740336334\n",
      "recentered (3, 5)\n",
      "[[ 1.0000000e+00  0.0000000e+00  0.0000000e+00  1.4901161e-09]\n",
      " [ 0.0000000e+00  1.0000000e+00 -1.8730975e-09 -9.6857544e-09]\n",
      " [-0.0000000e+00  1.8730975e-09  1.0000000e+00  0.0000000e+00]]\n",
      "Data:\n",
      "(20, 3, 5) (20, 756, 1008, 3) (20, 2)\n",
      "HOLDOUT view is 12\n"
     ]
    }
   ],
   "source": [
    "basedir = './logs'\n",
    "expname = 'fern_example'\n",
    "\n",
    "config = os.path.join(basedir, expname, 'config.txt')\n",
    "print('Args:')\n",
    "print(open(config, 'r').read())\n",
    "parser = run_nerf.config_parser()\n",
    "\n",
    "args = parser.parse_args('--config {} --ft_path {}'.format(config, os.path.join(basedir, expname, 'model_200000.npy')))\n",
    "print('loaded args')\n",
    "\n",
    "images, poses, bds, render_poses, i_test = load_llff_data(args.datadir, args.factor, \n",
    "                                                          recenter=True, bd_factor=.75, \n",
    "                                                          spherify=args.spherify)\n",
    "H, W, focal = poses[0,:3,-1].astype(np.float32)\n",
    "\n",
    "H = int(H)\n",
    "W = int(W)\n",
    "hwf = [H, W, focal]\n",
    "\n",
    "images = images.astype(np.float32)\n",
    "poses = poses.astype(np.float32)\n",
    "\n",
    "if args.no_ndc:\n",
    "    near = tf.reduce_min(bds) * .9\n",
    "    far = tf.reduce_max(bds) * 1.\n",
    "else:\n",
    "    near = 0.\n",
    "    far = 1.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MODEL 63 27 <class 'int'> <class 'int'> True\n",
      "(?, 90) (?, 63) (?, 27)\n",
      "MODEL 63 27 <class 'int'> <class 'int'> True\n",
      "(?, 90) (?, 63) (?, 27)\n",
      "Found ckpts ['./logs/fern_example/model_200000.npy']\n",
      "Reloading from ./logs/fern_example/model_200000.npy\n",
      "Resetting step to 200001\n",
      "Reloading fine from ./logs/fern_example/model_fine_200000.npy\n",
      "Render kwargs:\n",
      "{'N_importance': 128,\n",
      " 'N_samples': 64,\n",
      " 'embed_fn': <function get_embedder.<locals>.<lambda> at 0x7f5c40685840>,\n",
      " 'embeddirs_fn': <function get_embedder.<locals>.<lambda> at 0x7f5c40685d90>,\n",
      " 'far': <tf.Tensor: id=1113, shape=(), dtype=float32, numpy=1.0>,\n",
      " 'near': <tf.Tensor: id=1112, shape=(), dtype=float32, numpy=0.0>,\n",
      " 'network_fine': <tensorflow.python.keras.engine.training.Model object at 0x7f5c40588080>,\n",
      " 'network_fn': <tensorflow.python.keras.engine.training.Model object at 0x7f5c4062d898>,\n",
      " 'perturb': False,\n",
      " 'raw_noise_std': 0.0,\n",
      " 'use_viewdirs': True,\n",
      " 'white_bkgd': False}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create nerf model\n",
    "_, render_kwargs_test, start, grad_vars, models = run_nerf.create_nerf(args)\n",
    "\n",
    "bds_dict = {\n",
    "    'near' : tf.cast(near, tf.float32),\n",
    "    'far' : tf.cast(far, tf.float32),\n",
    "}\n",
    "render_kwargs_test.update(bds_dict)\n",
    "\n",
    "print('Render kwargs:')\n",
    "pprint.pprint(render_kwargs_test)\n",
    "\n",
    "\n",
    "down = 4\n",
    "render_kwargs_fast = {k : render_kwargs_test[k] for k in render_kwargs_test}\n",
    "render_kwargs_fast['N_importance'] = 0\n",
    "\n",
    "c2w = np.eye(4)[:3,:4].astype(np.float32) # identity pose matrix\n",
    "test = run_nerf.render(H//down, W//down, focal/down, c2w=c2w, **render_kwargs_fast)\n",
    "img = np.clip(test[0],0,1)\n",
    "plt.imshow(img)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "8\n",
      "16\n",
      "24\n",
      "32\n",
      "40\n",
      "48\n",
      "56\n",
      "64\n",
      "72\n",
      "80\n",
      "88\n",
      "96\n",
      "104\n",
      "112\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IMAGEIO FFMPEG_WRITER WARNING: input image is not divisible by macro_block_size=16, resizing from (126, 94) to (128, 96) to ensure video compatibility with most codecs and players. To prevent resizing, make your input image divisible by the macro_block_size or set the macro_block_size to 1 (risking incompatibility).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "done, saving\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<video src=\"logs/fern_example/video.mp4\" controls   height=\"320\">\n",
       "      Your browser does not support the <code>video</code> element.\n",
       "    </video>"
      ],
      "text/plain": [
       "<IPython.core.display.Video object>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "down = 8 # trade off resolution+aliasing for render speed to make this video faster\n",
    "frames = []\n",
    "for i, c2w in enumerate(render_poses):\n",
    "    if i%8==0: print(i)\n",
    "    test = run_nerf.render(H//down, W//down, focal/down, c2w=c2w[:3,:4], **render_kwargs_fast)\n",
    "    frames.append((255*np.clip(test[0],0,1)).astype(np.uint8))\n",
    "    \n",
    "print('done, saving')\n",
    "f = 'logs/fern_example/video.mp4'\n",
    "imageio.mimwrite(f, frames, fps=30, quality=8)\n",
    "\n",
    "from IPython.display import Video\n",
    "Video(f, height=320)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "433cdb87f14e4a738c3b1d502431b215",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(FloatSlider(value=0.0, description='x', max=1.0, min=-1.0, step=0.01), FloatSlider(value…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "from ipywidgets import interactive, widgets\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "\n",
    "def f(x, y, z):\n",
    "    \n",
    "    c2w = tf.convert_to_tensor([\n",
    "        [1,0,0,x],\n",
    "        [0,1,0,y],\n",
    "        [0,0,1,z],\n",
    "        [0,0,0,1],\n",
    "    ], dtype=tf.float32)\n",
    "    \n",
    "    test = run_nerf.render(H//down, W//down, focal/down, c2w=c2w, **render_kwargs_fast)\n",
    "    img = np.clip(test[0],0,1)\n",
    "    \n",
    "    plt.figure(2, figsize=(20,6))\n",
    "    plt.imshow(img)\n",
    "    plt.show()\n",
    "    \n",
    "\n",
    "sldr = lambda : widgets.FloatSlider(\n",
    "    value=0.,\n",
    "    min=-1.,\n",
    "    max=1.,\n",
    "    step=.01,\n",
    ")\n",
    "\n",
    "names = ['x', 'y', 'z']\n",
    "    \n",
    "interactive_plot = interactive(f, **{n : sldr() for n in names})\n",
    "interactive_plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
